{"id":"W6949731666","doi":"10.5281/zenodo.16622712","title":"PoisotLab/SpeciesDistributionToolkit.jl: v1.7.1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Process (computing); Identification (biology); Work (physics); Set (abstract data type); Relation (database)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002333217,0.003559589,0.002286131,0.004811168,0.002077613,0.007223535,0.008176135,0.003522133,0.7043702],"category_scores_gemma":[0.007867754,0.004634614,0.00212208,0.003877677,0.001095776,0.009303379,0.00855579,0.003592087,0.8144637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00204937,"about_ca_system_score_gemma":0.001413923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005251707,"about_ca_topic_score_gemma":0.004420361,"domain_scores_codex":[0.9986871,0.0001164667,0.0000914695,0.0002990327,0.0004993006,0.0003066922],"domain_scores_gemma":[0.9966065,0.0006398775,0.0001665764,0.001189347,0.0007889013,0.0006088745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001706275,0.00002962577,0.0003059791,0.0005081308,0.00001857368,0.0000531828,0.0001155174,0.0002032974,0.001147679,0.002651007,0.9764015,0.01839482],"study_design_scores_gemma":[0.0001102052,0.00001701095,0.0004679735,0.0001427286,0.000009796613,0.0001029109,0.00003772408,0.0005660995,0.002329384,0.002951583,0.9931999,0.00006456639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0006764474,0.0003291787,0.02677347,0.000502405,0.0005529412,0.0002436927,0.1791367,0.683762,0.1080232],"genre_scores_gemma":[0.004423847,0.0003567395,0.01004955,0.0006814962,0.0001528988,0.0005528639,0.2114111,0.6940551,0.07831638],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.7043702,"threshold_uncertainty_score":0.42168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04934605105631231,"score_gpt":0.2297502137386377,"score_spread":0.1804041626823254,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}